EP 4057751 A4 20230118 - SCHEDULING METHOD AND APPARATUS
Title (en)
SCHEDULING METHOD AND APPARATUS
Title (de)
TERMINPLANUNGSVERFAHREN UND -VORRICHTUNG
Title (fr)
PROCÉDÉ ET APPAREIL DE PLANIFICATION
Publication
Application
Priority
- CN 201911285268 A 20191213
- CN 2020126756 W 20201105
Abstract (en)
[origin: EP4057751A1] A scheduling method and apparatus are provided to resolve a problem in a conventional technology that it is difficult for a scheduling algorithm to self-adapt to a quantity of user equipments. The method is as follows: after processing first state information sets of K to-be-scheduled terminal devices, obtaining second state information sets of the K to-be-scheduled terminal devices, where a second state information set of any to-be-scheduled terminal device includes state information of the any to-be-scheduled terminal device and state association data between the any to-be-scheduled terminal device and another to-be-scheduled terminal device, and a dimension of a second state information set of any to-be-scheduled terminal device is H; and inputting a second state information set of each to-be-scheduled terminal device into a first neural network model, and determine a scheduled weight of each to-be-scheduled terminal device to determine a scheduling result, where the first neural network model is determined based on H. During scheduling, a neural network model is decoupled from a quantity of to-be-scheduled terminal devices, and may be applied to scenarios in which quantities of to-be-scheduled terminal devices are different.
IPC 8 full level
G06N 3/04 (2006.01); G06N 3/08 (2006.01); H04W 72/12 (2009.01)
CPC (source: CN EP)
G06N 3/045 (2023.01 - EP); G06N 3/092 (2023.01 - EP); H04W 72/121 (2013.01 - CN); H04W 72/52 (2023.01 - EP)
Citation (search report)
- [E] WO 2021103947 A1 20210603 - HUAWEI TECH CO LTD [CN] & EP 4054148 A1 20220907 - HUAWEI TECH CO LTD [CN]
- [A] WEI CUI ET AL: "Spatial Deep Learning for Wireless Scheduling", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 4 August 2018 (2018-08-04), XP080998702
- [A] YAOHUA SUN ET AL: "Application of Machine Learning in Wireless Networks: Key Techniques and Open Issues", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 24 September 2018 (2018-09-24), XP081194458
- See references of WO 2021114968A1
Designated contracting state (EPC)
AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR
Designated extension state (EPC)
BA ME
Designated validation state (EPC)
KH MA MD TN
DOCDB simple family (publication)
EP 4057751 A1 20220914; EP 4057751 A4 20230118; CN 112996125 A 20210618; CN 112996125 B 20230407; WO 2021114968 A1 20210617
DOCDB simple family (application)
EP 20899755 A 20201105; CN 201911285268 A 20191213; CN 2020126756 W 20201105